Integrating Artificial Intelligence and Decision Theory in Heuristic Process Control Systems

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Citation: David A. Klein and Edward H. Shortliffe. (1990) Integrating Artificial Intelligence and Decision Theory in Heuristic Process Control Systems. In KSL-90-01, January,1990.

Publication techreport ( Edit )
type Technical Report
bibtype techreport
Bibtex basics
author David A. Klein and Edward H. Shortliffe
title Integrating Artificial Intelligence and Decision Theory in Heuristic Process Control Systems
number KSL-90-01
institution IBM
year 1990
month January
Bibtex more
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abstract By representing explicitly the knowledge that underlies the selection of process-control actions, decision-theoretic models provide significant potential advantages in the context of heuristic process control systems. In this paper, we examine the limitations of implicit models of choice in such systems, and we describe an explicit, decision-theoretic approach that facilitates reasoning, explanation, and knowledge acquisition. We demonstrate this approach in the context of a particular application, abstracting from this demonstration to emphasize the broader benefits of integrating techniques from artificial intelligence and decision theory in heuristic process control systems.

KSL Technical Report ID: KSL-90-01
Facts about Integrating Artificial Intelligence and Decision Theory in Heuristic Process Control SystemsRDF feed
Abstract By representing explicitly the knowledge t By representing explicitly the knowledge that underlies the selection of process-control actions, decision-theoretic models provide significant potential advantages in the context of heuristic process control systems. In this paper, we examine the limitations of implicit models of choice in such systems, and we describe an explicit, decision-theoretic approach that facilitates reasoning, explanation, and knowledge acquisition. We demonstrate this approach in the context of a particular application, abstracting from this demonstration to emphasize the broader benefits of integrating techniques from artificial intelligence and decision theory in heuristic process control systems. eory in heuristic process control systems.
Author David A. Klein and Edward H. Shortliffe  +
Bibtype techreport  +
Has author David A. Klein and Edward H. Shortliffe  +
Has identifier KSL-90-01  +
Has publishing details January,1990  +
Has title Integrating Artificial Intelligence and Decision Theory in Heuristic Process Control Systems  +
Has where published KSL-90-01  +
Has year 1990  +
Institution IBM  +
Ksl tr id KSL-90-01  +
Month January  +
Number KSL-90-01  +
Process note NO  +
Title Integrating Artificial Intelligence and Decision Theory in Heuristic Process Control Systems  +
Year 1990  +
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